Pandas Profiling Report

Dataset statistics

Number of variables	17
Number of observations	17544
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	2.3 MiB
Average record size in memory	136.0 B

Variable types

NUM	10
BOOL	3
CAT	3
DATE	1

Warnings

`dteday` has a high cardinality: 731 distinct values	High cardinality
`atemp` is highly correlated with `temp`	High correlation
`temp` is highly correlated with `atemp`	High correlation
`cnt` is highly correlated with `registered`	High correlation
`registered` is highly correlated with `cnt`	High correlation
`dteday` is uniformly distributed	Uniform
`datetime` has unique values	Unique
`hr` has 731 (4.2%) zeros	Zeros
`weekday` has 2520 (14.4%) zeros	Zeros
`windspeed` has 2183 (12.4%) zeros	Zeros
`casual` has 1623 (9.3%) zeros	Zeros

Reproduction

Analysis started	2020-12-03 13:32:01.911632
Analysis finished	2020-12-03 13:32:21.356878
Duration	19.45 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

datetime
Date

UNIQUE

Distinct	17544
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	137.1 KiB

Minimum	2011-01-01 00:00:00
Maximum	2012-12-31 23:00:00

Histogram

Histogram with fixed size bins (bins=50)

dteday
Categorical

HIGH CARDINALITY
UNIFORM

Distinct	731
Distinct (%)	4.2%
Missing	0
Missing (%)	0.0%
Memory size	137.1 KiB

2012-07-14	24
2011-10-25	24
2012-04-06	24
2012-11-01	24
2012-05-09	24
Other values (726)	17424

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
2012-07-14	24	0.1%
2011-10-25	24	0.1%
2012-04-06	24	0.1%
2012-11-01	24	0.1%
2012-05-09	24	0.1%
2012-03-20	24	0.1%
2011-11-19	24	0.1%
2012-06-28	24	0.1%
2011-06-10	24	0.1%
2011-12-09	24	0.1%
Other values (721)	17304	98.6%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	10
Median length	10
Mean length	10
Min length	10

season
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	137.1 KiB

3	4512
2	4416
1	4344
4	4272

Frequencies
Length

Value	Count	Frequency (%)
3	4512	25.7%
2	4416	25.2%
1	4344	24.8%
4	4272	24.4%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	3
Mean length	3
Min length	3

yr
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	137.1 KiB

1	8784
0	8760

Common Values
Chart

Value	Count	Frequency (%)
1	8784	50.1%
0	8760	49.9%

mnth
Real number (ℝ_≥0)

Distinct	12
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	6.519835841
Minimum	1
Maximum	12
Zeros	0
Zeros (%)	0.0%
Memory size	137.1 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	4
median	7
Q3	10
95-th percentile	12
Maximum	12
Range	11
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.449649205
Coefficient of variation (CV)	0.529100623
Kurtosis	-1.209056868
Mean	6.519835841
Median Absolute Deviation (MAD)	3
Skewness	-0.008132615041
Sum	114384
Variance	11.90007964
Monotocity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
12	1488	8.5%
10	1488	8.5%
8	1488	8.5%
7	1488	8.5%
5	1488	8.5%
3	1488	8.5%
1	1488	8.5%
11	1440	8.2%
9	1440	8.2%
6	1440	8.2%
Other values (2)	2808	16.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1488	8.5%
2	1368	7.8%
3	1488	8.5%
4	1440	8.2%
5	1488	8.5%

Value	Count	Frequency (%)
12	1488	8.5%
11	1440	8.2%
10	1488	8.5%
9	1440	8.2%
8	1488	8.5%

hr
Real number (ℝ_≥0)

ZEROS

Distinct	24
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	11.5
Minimum	0
Maximum	23
Zeros	731
Zeros (%)	4.2%
Memory size	137.1 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	5.75
median	11.5
Q3	17.25
95-th percentile	22
Maximum	23
Range	23
Interquartile range (IQR)	11.5

Descriptive statistics

Standard deviation	6.922383842
Coefficient of variation (CV)	0.601946421
Kurtosis	-1.204175095
Mean	11.5
Median Absolute Deviation (MAD)	6
Skewness	0
Sum	201756
Variance	47.91939805
Monotocity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
15	731	4.2%
14	731	4.2%
16	731	4.2%
1	731	4.2%
17	731	4.2%
2	731	4.2%
18	731	4.2%
3	731	4.2%
19	731	4.2%
4	731	4.2%
Other values (14)	10234	58.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	731	4.2%
1	731	4.2%
2	731	4.2%
3	731	4.2%
4	731	4.2%

Value	Count	Frequency (%)
23	731	4.2%
22	731	4.2%
21	731	4.2%
20	731	4.2%
19	731	4.2%

holiday
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	137.1 KiB

0	17022
1	522

Common Values
Chart

Value	Count	Frequency (%)
0	17022	97.0%
1	522	3.0%

weekday
Real number (ℝ_≥0)

ZEROS

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.002735978
Minimum	0
Maximum	6
Zeros	2520
Zeros (%)	14.4%
Memory size	137.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	3
Q3	5
95-th percentile	6
Maximum	6
Range	6
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.003472285
Coefficient of variation (CV)	0.6672155991
Kurtosis	-1.253931627
Mean	3.002735978
Median Absolute Deviation (MAD)	2
Skewness	-0.002736202689
Sum	52680
Variance	4.013901196
Monotocity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
6	2520	14.4%
5	2520	14.4%
0	2520	14.4%
4	2496	14.2%
3	2496	14.2%
2	2496	14.2%
1	2496	14.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2520	14.4%
1	2496	14.2%
2	2496	14.2%
3	2496	14.2%
4	2496	14.2%

Value	Count	Frequency (%)
6	2520	14.4%
5	2520	14.4%
4	2496	14.2%
3	2496	14.2%
2	2496	14.2%

workingday
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	137.1 KiB

1	11982
0	5562

Common Values
Chart

Value	Count	Frequency (%)
1	11982	68.3%
0	5562	31.7%

weathersit
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	137.1 KiB

1	11455
2	4563
3	1526

Frequencies
Length

Value	Count	Frequency (%)
1	11455	65.3%
2	4563	26.0%
3	1526	8.7%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	3
Mean length	3
Min length	3

temp
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	165
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.4950450296
Minimum	0.02
Maximum	1
Zeros	0
Zeros (%)	0.0%
Memory size	137.1 KiB

Quantile statistics

Minimum	0.02
5-th percentile	0.2
Q1	0.34
median	0.5
Q3	0.66
95-th percentile	0.8
Maximum	1
Range	0.98
Interquartile range (IQR)	0.32

Descriptive statistics

Standard deviation	0.1931912655
Coefficient of variation (CV)	0.3902498843
Kurtosis	-0.9457101585
Mean	0.4950450296
Median Absolute Deviation (MAD)	0.16
Skewness	-0.0005553412992
Sum	8685.07
Variance	0.03732286508
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.62	727	4.1%
0.66	693	4.0%
0.64	692	3.9%
0.7	690	3.9%
0.6	675	3.8%
0.36	671	3.8%
0.34	646	3.7%
0.3	642	3.7%
0.4	614	3.5%
0.32	614	3.5%
Other values (155)	10880	62.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.02	18	0.1%
0.03	1	< 0.1%
0.04	17	0.1%
0.06	17	0.1%
0.08	17	0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.98	1	< 0.1%
0.96	16	0.1%
0.94	17	0.1%
0.92	49	0.3%

atemp
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	178
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.4739600433
Minimum	0
Maximum	1
Zeros	2
Zeros (%)	< 0.1%
Memory size	137.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0.197
Q1	0.3333
median	0.4848
Q3	0.6212
95-th percentile	0.7424
Maximum	1
Range	1
Interquartile range (IQR)	0.2879

Descriptive statistics

Standard deviation	0.1725143726
Coefficient of variation (CV)	0.3639850554
Kurtosis	-0.8529985481
Mean	0.4739600433
Median Absolute Deviation (MAD)	0.1364
Skewness	-0.08493250559
Sum	8315.155
Variance	0.02976120876
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.6212	988	5.6%
0.5152	619	3.5%
0.4091	614	3.5%
0.3333	601	3.4%
0.6667	593	3.4%
0.6061	588	3.4%
0.5303	579	3.3%
0.5	575	3.3%
0.4545	560	3.2%
0.303	550	3.1%
Other values (168)	11277	64.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2	< 0.1%
0.0152	4	< 0.1%
0.02275	1	< 0.1%
0.0303	8	< 0.1%
0.0379	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.9848	2	< 0.1%
0.9545	1	< 0.1%
0.9242	5	< 0.1%
0.9091	5	< 0.1%

hum
Real number (ℝ_≥0)

Distinct	190
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.6284236776
Minimum	0
Maximum	1
Zeros	24
Zeros (%)	0.1%
Memory size	137.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0.31
Q1	0.48
median	0.63
Q3	0.79
95-th percentile	0.93
Maximum	1
Range	1
Interquartile range (IQR)	0.31

Descriptive statistics

Standard deviation	0.1930384265
Coefficient of variation (CV)	0.3071787925
Kurtosis	-0.8218897256
Mean	0.6284236776
Median Absolute Deviation (MAD)	0.15
Skewness	-0.1227604988
Sum	11025.065
Variance	0.03726383409
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.88	657	3.7%
0.83	630	3.6%
0.94	563	3.2%
0.87	490	2.8%
0.7	430	2.5%
0.66	388	2.2%
0.65	387	2.2%
0.69	361	2.1%
0.55	354	2.0%
0.74	341	1.9%
Other values (180)	12943	73.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	24	0.1%
0.08	1	< 0.1%
0.1	1	< 0.1%
0.12	1	< 0.1%
0.13	1	< 0.1%

Value	Count	Frequency (%)
1	271	1.5%
0.97	1	< 0.1%
0.96	3	< 0.1%
0.94	563	3.2%
0.93	334	1.9%

windspeed
Real number (ℝ_≥0)

ZEROS

Distinct	122
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.1909627593
Minimum	0
Maximum	0.8507
Zeros	2183
Zeros (%)	12.4%
Memory size	137.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.1045
median	0.194
Q3	0.2537
95-th percentile	0.4179
Maximum	0.8507
Range	0.8507
Interquartile range (IQR)	0.1492

Descriptive statistics

Standard deviation	0.1229107359
Coefficient of variation (CV)	0.6436372008
Kurtosis	0.6414453942
Mean	0.1909627593
Median Absolute Deviation (MAD)	0.0895
Skewness	0.5858787513
Sum	3350.25065
Variance	0.01510704899
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2183	12.4%
0.1343	1742	9.9%
0.1642	1696	9.7%
0.194	1657	9.4%
0.1045	1619	9.2%
0.2239	1513	8.6%
0.0896	1428	8.1%
0.2537	1295	7.4%
0.2836	1048	6.0%
0.2985	808	4.6%
Other values (112)	2555	14.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2183	12.4%
0.0448	3	< 0.1%
0.05225	4	< 0.1%
0.06715	2	< 0.1%
0.0821	1	< 0.1%

Value	Count	Frequency (%)
0.8507	2	< 0.1%
0.8358	1	< 0.1%
0.806	2	< 0.1%
0.8016857143	1	< 0.1%
0.7761	1	< 0.1%

casual
Real number (ℝ_≥0)

ZEROS

Distinct	410
Distinct (%)	2.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	35.35838463
Minimum	0
Maximum	367
Zeros	1623
Zeros (%)	9.3%
Memory size	137.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4
median	16
Q3	48
95-th percentile	138
Maximum	367
Range	367
Interquartile range (IQR)	44

Descriptive statistics

Standard deviation	49.18170388
Coefficient of variation (CV)	1.390948834
Kurtosis	7.643820604
Mean	35.35838463
Median Absolute Deviation (MAD)	15
Skewness	2.510673545
Sum	620327.5
Variance	2418.839997
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1623	9.3%
1	1093	6.2%
2	800	4.6%
3	697	4.0%
4	562	3.2%
5	509	2.9%
6	447	2.5%
7	405	2.3%
8	378	2.2%
9	348	2.0%
Other values (400)	10682	60.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1623	9.3%
0.04347826087	1	< 0.1%
0.07692307692	1	< 0.1%
0.08695652174	1	< 0.1%
0.1304347826	1	< 0.1%

Value	Count	Frequency (%)
367	1	< 0.1%
362	1	< 0.1%
361	1	< 0.1%
357	1	< 0.1%
356	1	< 0.1%

registered
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	868
Distinct (%)	4.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	152.5285283
Minimum	0
Maximum	886
Zeros	24
Zeros (%)	0.1%
Memory size	137.1 KiB

Quantile statistics

Minimum	0
5-th percentile	4
Q1	33
median	114
Q3	219
95-th percentile	463
Maximum	886
Range	886
Interquartile range (IQR)	186

Descriptive statistics

Standard deviation	151.2184802
Coefficient of variation (CV)	0.9914111274
Kurtosis	2.775428417
Mean	152.5285283
Median Absolute Deviation (MAD)	89
Skewness	1.565270276
Sum	2675960.5
Variance	22867.02875
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4	312	1.8%
3	311	1.8%
5	293	1.7%
6	267	1.5%
2	254	1.4%
1	205	1.2%
7	203	1.2%
8	191	1.1%
9	178	1.0%
11	140	0.8%
Other values (858)	15190	86.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	24	0.1%
1	205	1.2%
1.333333333	1	< 0.1%
1.333333333	1	< 0.1%
1.5	10	0.1%

Value	Count	Frequency (%)
886	1	< 0.1%
885	1	< 0.1%
876	2	< 0.1%
871	1	< 0.1%
860	1	< 0.1%

cnt
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	975
Distinct (%)	5.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	187.8869129
Minimum	1
Maximum	977
Zeros	0
Zeros (%)	0.0%
Memory size	137.1 KiB

Quantile statistics

Minimum	1
5-th percentile	4
Q1	38
median	140
Q3	279
95-th percentile	562
Maximum	977
Range	976
Interquartile range (IQR)	241

Descriptive statistics

Standard deviation	181.278125
Coefficient of variation (CV)	0.9648257143
Kurtosis	1.43840725
Mean	187.8869129
Median Absolute Deviation (MAD)	112
Skewness	1.285733121
Sum	3296288
Variance	32861.75859
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5	267	1.5%
4	239	1.4%
6	237	1.4%
3	230	1.3%
2	211	1.2%
7	202	1.2%
8	183	1.0%
1	160	0.9%
10	155	0.9%
11	147	0.8%
Other values (965)	15513	88.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	160	0.9%
1.333333333	1	< 0.1%
1.5	7	< 0.1%
1.666666667	1	< 0.1%
1.666666667	1	< 0.1%

Value	Count	Frequency (%)
977	1	< 0.1%
976	1	< 0.1%
970	1	< 0.1%
968	1	< 0.1%
967	1	< 0.1%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Count
Matrix

First rows

	datetime	dteday	season	mnth	hr	weekday	weathersit	temp	atemp	hum	windspeed	casual	registered	cnt
0	2011-01-01 00:00:00	2011-01-01	1.0	1	0	5	1.0	0.24	0.2879	0.81	0.0000	3.0	13.0	16.0
1	2011-01-01 01:00:00	2011-01-01	1.0	1	1	5	1.0	0.22	0.2727	0.80	0.0000	8.0	32.0	40.0
2	2011-01-01 02:00:00	2011-01-01	1.0	1	2	5	1.0	0.22	0.2727	0.80	0.0000	5.0	27.0	32.0
3	2011-01-01 03:00:00	2011-01-01	1.0	1	3	5	1.0	0.24	0.2879	0.75	0.0000	3.0	10.0	13.0
4	2011-01-01 04:00:00	2011-01-01	1.0	1	4	5	1.0	0.24	0.2879	0.75	0.0000	0.0	1.0	1.0
5	2011-01-01 05:00:00	2011-01-01	1.0	1	5	5	2.0	0.24	0.2576	0.75	0.0896	0.0	1.0	1.0
6	2011-01-01 06:00:00	2011-01-01	1.0	1	6	5	1.0	0.22	0.2727	0.80	0.0000	2.0	0.0	2.0
7	2011-01-01 07:00:00	2011-01-01	1.0	1	7	5	1.0	0.20	0.2576	0.86	0.0000	1.0	2.0	3.0
8	2011-01-01 08:00:00	2011-01-01	1.0	1	8	5	1.0	0.24	0.2879	0.75	0.0000	1.0	7.0	8.0
9	2011-01-01 09:00:00	2011-01-01	1.0	1	9	5	1.0	0.32	0.3485	0.76	0.0000	8.0	6.0	14.0

Last rows

	datetime	dteday	season	yr	mnth	hr	workingday	weathersit	temp	atemp	hum	windspeed	casual	registered	cnt
17534	2012-12-31 14:00:00	2012-12-31	1.0	1.0	12	14	1.0	2.0	0.28	0.2727	0.45	0.2239	62.0	185.0	247.0
17535	2012-12-31 15:00:00	2012-12-31	1.0	1.0	12	15	1.0	2.0	0.28	0.2879	0.45	0.1343	69.0	246.0	315.0
17536	2012-12-31 16:00:00	2012-12-31	1.0	1.0	12	16	1.0	2.0	0.26	0.2576	0.48	0.1940	30.0	184.0	214.0
17537	2012-12-31 17:00:00	2012-12-31	1.0	1.0	12	17	1.0	2.0	0.26	0.2879	0.48	0.0896	14.0	150.0	164.0
17538	2012-12-31 18:00:00	2012-12-31	1.0	1.0	12	18	1.0	2.0	0.26	0.2727	0.48	0.1343	10.0	112.0	122.0
17539	2012-12-31 19:00:00	2012-12-31	1.0	1.0	12	19	1.0	2.0	0.26	0.2576	0.60	0.1642	11.0	108.0	119.0
17540	2012-12-31 20:00:00	2012-12-31	1.0	1.0	12	20	1.0	2.0	0.26	0.2576	0.60	0.1642	8.0	81.0	89.0
17541	2012-12-31 21:00:00	2012-12-31	1.0	1.0	12	21	1.0	1.0	0.26	0.2576	0.60	0.1642	7.0	83.0	90.0
17542	2012-12-31 22:00:00	2012-12-31	1.0	1.0	12	22	1.0	1.0	0.26	0.2727	0.56	0.1343	13.0	48.0	61.0
17543	2012-12-31 23:00:00	2012-12-31	1.0	1.0	12	23	1.0	1.0	0.26	0.2727	0.65	0.1343	12.0	37.0	49.0

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows